{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using Theano backend.\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from fbprophet import Prophet\n",
    "from lstm_utils import get_raw_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "sns.set_style('whitegrid')\n",
    "sns.set_context('talk')\n",
    "\n",
    "params = {'legend.fontsize': 'x-large',\n",
    "          'figure.figsize': (15, 5),\n",
    "          'axes.labelsize': 'x-large',\n",
    "          'axes.titlesize':'x-large',\n",
    "          'xtick.labelsize':'x-large',\n",
    "          'ytick.labelsize':'x-large'}\n",
    "plt.rcParams.update(params)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "TRAIN_PERCENT = 0.9\n",
    "STOCK_INDEX = '^GSPC'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sp_df = get_raw_data(STOCK_INDEX)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preprocessing Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# reset index to get date_time as a column\n",
    "prophet_df = sp_df.reset_index()\n",
    "\n",
    "# prepare the required dataframe\n",
    "prophet_df.rename(columns={'index':'ds','Close':'y'},inplace=True)\n",
    "prophet_df = prophet_df[['ds','y']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# prepare train and test sets\n",
    "train_size = int(prophet_df.shape[0]*TRAIN_PERCENT)\n",
    "train_df = prophet_df.iloc[:train_size]\n",
    "test_df = prophet_df.iloc[train_size+1:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prepare Prophet Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# build a prophet model\n",
    "pro_model = Prophet()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fit the Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<fbprophet.forecaster.Prophet at 0x1f4c1f12828>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# fit the model\n",
    "pro_model.fit(train_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Forecast"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# prepare a future dataframe\n",
    "test_dates = pro_model.make_future_dataframe(periods=test_df.shape[0])\n",
    "\n",
    "# forecast values\n",
    "forecast_df = pro_model.predict(test_dates)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot Test Predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Pn8/cuXOZMmUKS5culY8XhBBCCHFOuL0+Dpc7aBJtqO9bueA1iBzeylSCyZMnB4JdAL1e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\n0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bz//PMPIH+0vXr16jLbtWvXzpbwqtVqFixYwLJly/jpp59sq7FFREQwbNgwBg4ciKZU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\nMonUAgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1f4c1f42e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pro_model.plot(forecast_df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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64Ofnx+nTp2nSpAkODg7cunWLM2fO0L59ewICAvTy582bl5kzZ9KvXz+mT5+O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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1f4c7108d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot against true data\n",
    "plt.plot(forecast_df.yhat,c='r',label='Forecast')\n",
    "plt.plot(forecast_df.yhat_lower.iloc[train_size+1:],\n",
    "         linestyle='--',c='b',alpha=0.3,\n",
    "         label='Confidence Interval')\n",
    "plt.plot(forecast_df.yhat_upper.iloc[train_size+1:],\n",
    "         linestyle='--',c='b',alpha=0.3,\n",
    "         label='Confidence Interval')\n",
    "plt.plot(prophet_df.y,c='g',label='True Data')\n",
    "plt.legend()\n",
    "plt.title('Prophet Model Forecast Against True Data')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
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